Blog Posts
Browse through all articles on cloud, data, and devops engineering.
Introduction to MCP – Why Context Is the New Infrastructure
Large Language Models are powerful, but without structured context they quickly become unreliable. This article introduces the Model Context Protocol (MCP), explains why context management is now a core infrastructure concern, and shows how MCP enables scalable, safe, and maintainable AI systems.
Read moreRDS Example Using AWS CDK
In this blog post, I will walk through provisioning an RDS database instance and connecting to it from an EC2 instance. Since both EC2 and RDS services require a Virtual Private Cloud (VPC), we'll also cover setting up a custom VPC with appropriate s...
Read moreDesign Patterns for Data Pipelines
In today’s data-driven landscape, building efficient, scalable, and reliable data pipelines is foundational to the success of any data engineering effort. Whether you're managing simple workflows or architecting enterprise-grade data systems, choosin...
Read moreImporting Existing VPC in AWS CDK
Managing network infrastructure efficiently is crucial for deploying scalable and secure applications on AWS. AWS Cloud Development Kit (CDK) offers a powerful way to define cloud infrastructure using familiar programming languages. This guide provid...
Read moreHow to Create a VPC with AWS CDK
A Virtual Private Cloud (VPC) is a virtual network that is isolated from other AWS customers, providing a secure environment for your resources. In this guide, I'll walk you through how to create and configure a VPC using AWS Cloud Development Kit (C...
Read moreProvisioning a Lambda Function in a VPC with Internet Access Using AWS CDK
In today's cloud architectures, securing your resources within a Virtual Private Cloud (VPC) while maintaining necessary internet access is a common requirement. AWS Lambda functions, by default, do not have internet access when placed in a VPC, whic...
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